Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 5717 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 848.7 KiB |
| Average record size in memory | 152.0 B |
Variable types
| NUM | 19 |
|---|
Reproduction
| Analysis started | 2021-08-05 17:00:14.897804 |
|---|---|
| Analysis finished | 2021-08-05 17:01:22.364084 |
| Duration | 1 minute and 7.47 seconds |
| Version | pandas-profiling v2.7.1 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
MainGasInletToFurnace is highly correlated with BoilerFeedWater and 3 other fields | High correlation |
BoilerFeedWater is highly correlated with MainGasInletToFurnace and 4 other fields | High correlation |
FuelGasBehindCv is highly correlated with BoilerFeedWater and 3 other fields | High correlation |
AirBurnerBox is highly correlated with CombustionAirFlow and 1 other fields | High correlation |
CombustionAirFlow is highly correlated with AirBurnerBox and 1 other fields | High correlation |
Boiler6FlueGasOutlet is highly correlated with BoilerFeedWater and 3 other fields | High correlation |
WindBoxPressure is highly correlated with CombustionAirFlow and 1 other fields | High correlation |
MainSteamHeader is highly correlated with BoilerFeedWater and 4 other fields | High correlation |
O2Content is highly correlated with BoilerFeedWater and 2 other fields | High correlation |
EconomizerWaterOutlet is highly correlated with O2Content | High correlation |
Deaerator6Level has unique values | Unique |
BfwFlowToSuperheater has unique values | Unique |
SteamDesuperheaterCont has unique values | Unique |
BoilerFeedWater has unique values | Unique |
MainGasInletToFurnace has unique values | Unique |
FuelGasBehindCv has unique values | Unique |
CombustionAirFlow has unique values | Unique |
AirBurnerBox has unique values | Unique |
FlueGasFurnace has unique values | Unique |
SteamBoiler has unique values | Unique |
WindBoxPressure has unique values | Unique |
CombustionAir has unique values | Unique |
MainSteamHeader has unique values | Unique |
EconomizerWaterOutlet has unique values | Unique |
O2Content has unique values | Unique |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.80543836638448 |
|---|---|
| Minimum | 37.38847605 |
| Maximum | 85.93415887 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 37.38847605 |
|---|---|
| 5-th percentile | 65.24861784 |
| Q1 | 73.79964454 |
| median | 73.99738329 |
| Q3 | 74.21891081 |
| 95-th percentile | 81.21864688 |
| Maximum | 85.93415887 |
| Range | 48.54568282 |
| Interquartile range (IQR) | 0.41926627 |
Descriptive statistics
| Standard deviation | 4.28746746 |
|---|---|
| Coefficient of variation (CV) | 0.05809148425 |
| Kurtosis | 6.792281022 |
| Mean | 73.80543837 |
| Median Absolute Deviation (MAD) | 0.20940163 |
| Skewness | -1.424410765 |
| Sum | 421945.6911 |
| Variance | 18.38237722 |
| Value | Count | Frequency (%) | |
| 73.98747229 | 1 | < 0.1% | |
| 69.42839739 | 1 | < 0.1% | |
| 73.90947397 | 1 | < 0.1% | |
| 74.03378389 | 1 | < 0.1% | |
| 76.10004863 | 1 | < 0.1% | |
| 81.24072351 | 1 | < 0.1% | |
| 83.1250847 | 1 | < 0.1% | |
| 74.2737612 | 1 | < 0.1% | |
| 73.99472588 | 1 | < 0.1% | |
| 69.27847705 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 37.38847605 | 1 | < 0.1% | |
| 41.81384998 | 1 | < 0.1% | |
| 43.63669959 | 1 | < 0.1% | |
| 46.15600861 | 1 | < 0.1% | |
| 49.83415245 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 85.93415887 | 1 | < 0.1% | |
| 85.87627045 | 1 | < 0.1% | |
| 85.48838639 | 1 | < 0.1% | |
| 85.3904863 | 1 | < 0.1% | |
| 85.36336641 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2075.3256592371285 |
|---|---|
| Minimum | 9.160979151 |
| Maximum | 4315.976581 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 9.160979151 |
|---|---|
| 5-th percentile | 464.1783322 |
| Q1 | 1466.907225 |
| median | 2068.858372 |
| Q3 | 2811.688699 |
| 95-th percentile | 3349.903077 |
| Maximum | 4315.976581 |
| Range | 4306.815602 |
| Interquartile range (IQR) | 1344.781474 |
Descriptive statistics
| Standard deviation | 820.430025 |
|---|---|
| Coefficient of variation (CV) | 0.3953259197 |
| Kurtosis | -0.6776150198 |
| Mean | 2075.325659 |
| Median Absolute Deviation (MAD) | 641.33802 |
| Skewness | -0.1935956681 |
| Sum | 11864636.79 |
| Variance | 673105.4259 |
| Value | Count | Frequency (%) | |
| 2360.611011 | 1 | < 0.1% | |
| 2944.802134 | 1 | < 0.1% | |
| 1933.34301 | 1 | < 0.1% | |
| 1963.306842 | 1 | < 0.1% | |
| 2133.058452 | 1 | < 0.1% | |
| 2529.691825 | 1 | < 0.1% | |
| 1860.979457 | 1 | < 0.1% | |
| 1958.960001 | 1 | < 0.1% | |
| 3356.691475 | 1 | < 0.1% | |
| 230.7744582 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 9.160979151 | 1 | < 0.1% | |
| 9.264828784 | 1 | < 0.1% | |
| 10.18676068 | 1 | < 0.1% | |
| 12.04737282 | 1 | < 0.1% | |
| 21.66156756 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4315.976581 | 1 | < 0.1% | |
| 4063.842443 | 1 | < 0.1% | |
| 3856.56674 | 1 | < 0.1% | |
| 3753.013253 | 1 | < 0.1% | |
| 3713.174274 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 384.4947299753192 |
|---|---|
| Minimum | 368.9847643 |
| Maximum | 414.1987896 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 368.9847643 |
|---|---|
| 5-th percentile | 379.0249671 |
| Q1 | 383.0824242 |
| median | 384.7485909 |
| Q3 | 386.3468853 |
| 95-th percentile | 387.9916543 |
| Maximum | 414.1987896 |
| Range | 45.2140253 |
| Interquartile range (IQR) | 3.2644611 |
Descriptive statistics
| Standard deviation | 3.230816676 |
|---|---|
| Coefficient of variation (CV) | 0.008402759321 |
| Kurtosis | 9.991211566 |
| Mean | 384.49473 |
| Median Absolute Deviation (MAD) | 1.6324553 |
| Skewness | -0.0264504149 |
| Sum | 2198156.371 |
| Variance | 10.4381764 |
| Value | Count | Frequency (%) | |
| 379.9976608 | 1 | < 0.1% | |
| 382.6027422 | 1 | < 0.1% | |
| 387.764729 | 1 | < 0.1% | |
| 398.2937853 | 1 | < 0.1% | |
| 385.0783803 | 1 | < 0.1% | |
| 386.1771579 | 1 | < 0.1% | |
| 386.893702 | 1 | < 0.1% | |
| 382.7440121 | 1 | < 0.1% | |
| 376.0894186 | 1 | < 0.1% | |
| 387.8317246 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 368.9847643 | 1 | < 0.1% | |
| 369.1879503 | 1 | < 0.1% | |
| 369.3519983 | 1 | < 0.1% | |
| 369.4112158 | 1 | < 0.1% | |
| 369.4876293 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 414.1987896 | 1 | < 0.1% | |
| 414.1528964 | 1 | < 0.1% | |
| 413.3166654 | 1 | < 0.1% | |
| 412.3222966 | 1 | < 0.1% | |
| 411.7622324 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65674.46343082735 |
|---|---|
| Minimum | 40652.78769 |
| Maximum | 82267.00684 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 40652.78769 |
|---|---|
| 5-th percentile | 59451.49737 |
| Q1 | 60710.18478 |
| median | 63215.50401 |
| Q3 | 72222.70785 |
| 95-th percentile | 78665.40458 |
| Maximum | 82267.00684 |
| Range | 41614.21915 |
| Interquartile range (IQR) | 11512.52307 |
Descriptive statistics
| Standard deviation | 6823.866969 |
|---|---|
| Coefficient of variation (CV) | 0.103904419 |
| Kurtosis | -0.5267686633 |
| Mean | 65674.46343 |
| Median Absolute Deviation (MAD) | 2990.21548 |
| Skewness | 0.5039828733 |
| Sum | 375460907.4 |
| Variance | 46565160.41 |
| Value | Count | Frequency (%) | |
| 62288.26358 | 1 | < 0.1% | |
| 69120.14927 | 1 | < 0.1% | |
| 60715.77618 | 1 | < 0.1% | |
| 79067.90174 | 1 | < 0.1% | |
| 61248.54731 | 1 | < 0.1% | |
| 63265.7242 | 1 | < 0.1% | |
| 63557.72674 | 1 | < 0.1% | |
| 76717.33035 | 1 | < 0.1% | |
| 79501.19051 | 1 | < 0.1% | |
| 75195.43375 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 40652.78769 | 1 | < 0.1% | |
| 44229.71837 | 1 | < 0.1% | |
| 46568.99751 | 1 | < 0.1% | |
| 46814.32128 | 1 | < 0.1% | |
| 47277.1709 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 82267.00684 | 1 | < 0.1% | |
| 82208.76171 | 1 | < 0.1% | |
| 82000.93044 | 1 | < 0.1% | |
| 81940.40754 | 1 | < 0.1% | |
| 81867.15768 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4496.120285488368 |
|---|---|
| Minimum | 2339.810902 |
| Maximum | 5737.863396 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 2339.810902 |
|---|---|
| 5-th percentile | 4071.010522 |
| Q1 | 4112.57237 |
| median | 4282.504992 |
| Q3 | 4984.780573 |
| 95-th percentile | 5542.595131 |
| Maximum | 5737.863396 |
| Range | 3398.052494 |
| Interquartile range (IQR) | 872.208203 |
Descriptive statistics
| Standard deviation | 516.5664417 |
|---|---|
| Coefficient of variation (CV) | 0.1148915974 |
| Kurtosis | -0.1759440818 |
| Mean | 4496.120285 |
| Median Absolute Deviation (MAD) | 196.168705 |
| Skewness | 0.4183964496 |
| Sum | 25704319.67 |
| Variance | 266840.8887 |
| Value | Count | Frequency (%) | |
| 5575.728393 | 1 | < 0.1% | |
| 4212.10853 | 1 | < 0.1% | |
| 4245.978828 | 1 | < 0.1% | |
| 4086.022374 | 1 | < 0.1% | |
| 4217.580071 | 1 | < 0.1% | |
| 5548.080085 | 1 | < 0.1% | |
| 4087.999734 | 1 | < 0.1% | |
| 5127.8434 | 1 | < 0.1% | |
| 5523.561358 | 1 | < 0.1% | |
| 4074.868082 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 2339.810902 | 1 | < 0.1% | |
| 2472.962868 | 1 | < 0.1% | |
| 2583.038068 | 1 | < 0.1% | |
| 2593.229371 | 1 | < 0.1% | |
| 2599.744289 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5737.863396 | 1 | < 0.1% | |
| 5736.808832 | 1 | < 0.1% | |
| 5736.574518 | 1 | < 0.1% | |
| 5735.106146 | 1 | < 0.1% | |
| 5734.227013 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17913167761885604 |
|---|---|
| Minimum | 0.072087144 |
| Maximum | 0.265238457 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 0.072087144 |
|---|---|
| 5-th percentile | 0.1532902398 |
| Q1 | 0.157437239 |
| median | 0.16504993 |
| Q3 | 0.204481023 |
| 95-th percentile | 0.2523599696 |
| Maximum | 0.265238457 |
| Range | 0.193151313 |
| Interquartile range (IQR) | 0.047043784 |
Descriptive statistics
| Standard deviation | 0.032230686 |
|---|---|
| Coefficient of variation (CV) | 0.1799273385 |
| Kurtosis | 0.2674864497 |
| Mean | 0.1791316776 |
| Median Absolute Deviation (MAD) | 0.010661872 |
| Skewness | 0.7072504675 |
| Sum | 1024.095801 |
| Variance | 0.00103881712 |
| Value | Count | Frequency (%) | |
| 0.154302422 | 1 | < 0.1% | |
| 0.161981792 | 1 | < 0.1% | |
| 0.158485422 | 1 | < 0.1% | |
| 0.155184288 | 1 | < 0.1% | |
| 0.179899037 | 1 | < 0.1% | |
| 0.187959125 | 1 | < 0.1% | |
| 0.156165053 | 1 | < 0.1% | |
| 0.204969568 | 1 | < 0.1% | |
| 0.114685599 | 1 | < 0.1% | |
| 0.201582952 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 0.072087144 | 1 | < 0.1% | |
| 0.078608234 | 1 | < 0.1% | |
| 0.084746882 | 1 | < 0.1% | |
| 0.085543554 | 1 | < 0.1% | |
| 0.085949546 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.265238457 | 1 | < 0.1% | |
| 0.265178295 | 1 | < 0.1% | |
| 0.265024976 | 1 | < 0.1% | |
| 0.264992035 | 1 | < 0.1% | |
| 0.264845124 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98708.7208650796 |
|---|---|
| Minimum | 87723.10002 |
| Maximum | 111835.7337 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 87723.10002 |
|---|---|
| 5-th percentile | 91484.38211 |
| Q1 | 96237.52149 |
| median | 98076.83532 |
| Q3 | 101061.5572 |
| 95-th percentile | 106089.1933 |
| Maximum | 111835.7337 |
| Range | 24112.63368 |
| Interquartile range (IQR) | 4824.03571 |
Descriptive statistics
| Standard deviation | 4151.087242 |
|---|---|
| Coefficient of variation (CV) | 0.04205390573 |
| Kurtosis | 0.2676092646 |
| Mean | 98708.72087 |
| Median Absolute Deviation (MAD) | 2154.41308 |
| Skewness | 0.3601783755 |
| Sum | 564317757.2 |
| Variance | 17231525.29 |
| Value | Count | Frequency (%) | |
| 108945.876 | 1 | < 0.1% | |
| 98433.12553 | 1 | < 0.1% | |
| 96507.37696 | 1 | < 0.1% | |
| 97136.16983 | 1 | < 0.1% | |
| 101890.0531 | 1 | < 0.1% | |
| 93358.98973 | 1 | < 0.1% | |
| 94121.84307 | 1 | < 0.1% | |
| 95363.36921 | 1 | < 0.1% | |
| 108124.3362 | 1 | < 0.1% | |
| 98500.27461 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 87723.10002 | 1 | < 0.1% | |
| 87782.35425 | 1 | < 0.1% | |
| 87810.71168 | 1 | < 0.1% | |
| 87940.26179 | 1 | < 0.1% | |
| 87977.08357 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 111835.7337 | 1 | < 0.1% | |
| 111314.9488 | 1 | < 0.1% | |
| 111081.1334 | 1 | < 0.1% | |
| 110874.5865 | 1 | < 0.1% | |
| 110741.6448 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.103257881039 |
|---|---|
| Minimum | 139.2758674 |
| Maximum | 304.3926022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 139.2758674 |
|---|---|
| 5-th percentile | 195.1263374 |
| Q1 | 224.4836973 |
| median | 236.8420249 |
| Q3 | 257.1786654 |
| 95-th percentile | 279.5167616 |
| Maximum | 304.3926022 |
| Range | 165.1167348 |
| Interquartile range (IQR) | 32.6949681 |
Descriptive statistics
| Standard deviation | 24.65360868 |
|---|---|
| Coefficient of variation (CV) | 0.1031086272 |
| Kurtosis | -0.01554188445 |
| Mean | 239.1032579 |
| Median Absolute Deviation (MAD) | 14.726297 |
| Skewness | -0.03940227549 |
| Sum | 1366953.325 |
| Variance | 607.8004208 |
| Value | Count | Frequency (%) | |
| 229.6635076 | 1 | < 0.1% | |
| 245.1345965 | 1 | < 0.1% | |
| 278.8415517 | 1 | < 0.1% | |
| 251.3338679 | 1 | < 0.1% | |
| 263.1655388 | 1 | < 0.1% | |
| 298.2801933 | 1 | < 0.1% | |
| 194.0460318 | 1 | < 0.1% | |
| 299.6583301 | 1 | < 0.1% | |
| 229.2412539 | 1 | < 0.1% | |
| 236.2674075 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 139.2758674 | 1 | < 0.1% | |
| 141.0330627 | 1 | < 0.1% | |
| 142.4525466 | 1 | < 0.1% | |
| 167.9070554 | 1 | < 0.1% | |
| 168.1029983 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 304.3926022 | 1 | < 0.1% | |
| 303.8852823 | 1 | < 0.1% | |
| 303.2747946 | 1 | < 0.1% | |
| 302.7628642 | 1 | < 0.1% | |
| 302.7106164 | 1 | < 0.1% |
MainSteamTemperature
Real number (ℝ≥0)
| Distinct count | 5714 |
|---|---|
| Unique (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 464.56752837465456 |
|---|---|
| Minimum | 447.3816493 |
| Maximum | 478.62244580000004 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 447.3816493 |
|---|---|
| 5-th percentile | 458.5041218 |
| Q1 | 464.3078438 |
| median | 464.9815316 |
| Q3 | 465.0548585 |
| 95-th percentile | 469.4331431 |
| Maximum | 478.6224458 |
| Range | 31.2407965 |
| Interquartile range (IQR) | 0.7470147 |
Descriptive statistics
| Standard deviation | 2.963940457 |
|---|---|
| Coefficient of variation (CV) | 0.006379999196 |
| Kurtosis | 4.413226955 |
| Mean | 464.5675284 |
| Median Absolute Deviation (MAD) | 0.1706602 |
| Skewness | -0.8930759274 |
| Sum | 2655932.56 |
| Variance | 8.784943035 |
| Value | Count | Frequency (%) | |
| 464.9610578 | 2 | < 0.1% | |
| 465.019357 | 2 | < 0.1% | |
| 464.9347389 | 2 | < 0.1% | |
| 464.9602731 | 1 | < 0.1% | |
| 466.1381107 | 1 | < 0.1% | |
| 455.5071177 | 1 | < 0.1% | |
| 462.9284228 | 1 | < 0.1% | |
| 471.5030122 | 1 | < 0.1% | |
| 457.3915958 | 1 | < 0.1% | |
| 463.9368661 | 1 | < 0.1% | |
| Other values (5704) | 5704 | 99.8% |
| Value | Count | Frequency (%) | |
| 447.3816493 | 1 | < 0.1% | |
| 450.3423047 | 1 | < 0.1% | |
| 450.5991846 | 1 | < 0.1% | |
| 450.6372657 | 1 | < 0.1% | |
| 450.6697885 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 478.6224458 | 1 | < 0.1% | |
| 478.5704825 | 1 | < 0.1% | |
| 477.379091 | 1 | < 0.1% | |
| 477.1107471 | 1 | < 0.1% | |
| 476.8266995 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 140.13522807577925 |
|---|---|
| Minimum | 75.27853276 |
| Maximum | 186.91200980000002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 75.27853276 |
|---|---|
| 5-th percentile | 108.7124367 |
| Q1 | 128.9934574 |
| median | 141.7076018 |
| Q3 | 151.0095391 |
| 95-th percentile | 167.6436785 |
| Maximum | 186.9120098 |
| Range | 111.633477 |
| Interquartile range (IQR) | 22.0160817 |
Descriptive statistics
| Standard deviation | 17.46535117 |
|---|---|
| Coefficient of variation (CV) | 0.1246321243 |
| Kurtosis | -0.1286318402 |
| Mean | 140.1352281 |
| Median Absolute Deviation (MAD) | 10.739879 |
| Skewness | -0.263916081 |
| Sum | 801153.0989 |
| Variance | 305.0384914 |
| Value | Count | Frequency (%) | |
| 165.4733209 | 1 | < 0.1% | |
| 108.1442148 | 1 | < 0.1% | |
| 149.6772791 | 1 | < 0.1% | |
| 145.8909261 | 1 | < 0.1% | |
| 141.5614112 | 1 | < 0.1% | |
| 151.0436348 | 1 | < 0.1% | |
| 134.8358717 | 1 | < 0.1% | |
| 116.039273 | 1 | < 0.1% | |
| 136.9581952 | 1 | < 0.1% | |
| 132.2557804 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 75.27853276 | 1 | < 0.1% | |
| 77.28843769 | 1 | < 0.1% | |
| 78.51805345 | 1 | < 0.1% | |
| 84.9512468 | 1 | < 0.1% | |
| 85.58722406 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 186.9120098 | 1 | < 0.1% | |
| 184.8723137 | 1 | < 0.1% | |
| 184.8077186 | 1 | < 0.1% | |
| 184.3223608 | 1 | < 0.1% | |
| 184.2857945 | 1 | < 0.1% |
| Distinct count | 5715 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 380.2870094814063 |
|---|---|
| Minimum | 351.7829911 |
| Maximum | 396.4260656 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 351.7829911 |
|---|---|
| 5-th percentile | 373.5448835 |
| Q1 | 376.5353987 |
| median | 378.9591675 |
| Q3 | 384.9982181 |
| 95-th percentile | 392.939054 |
| Maximum | 396.4260656 |
| Range | 44.6430745 |
| Interquartile range (IQR) | 8.4628194 |
Descriptive statistics
| Standard deviation | 6.274015098 |
|---|---|
| Coefficient of variation (CV) | 0.01649810522 |
| Kurtosis | 0.9032697402 |
| Mean | 380.2870095 |
| Median Absolute Deviation (MAD) | 3.3922218 |
| Skewness | -0.003530267553 |
| Sum | 2174100.833 |
| Variance | 39.36326545 |
| Value | Count | Frequency (%) | |
| 374.8908756 | 2 | < 0.1% | |
| 386.1383309 | 2 | < 0.1% | |
| 382.8062134 | 1 | < 0.1% | |
| 384.0355865 | 1 | < 0.1% | |
| 386.0812703 | 1 | < 0.1% | |
| 374.7464466 | 1 | < 0.1% | |
| 376.783473 | 1 | < 0.1% | |
| 386.0487652 | 1 | < 0.1% | |
| 385.0519453 | 1 | < 0.1% | |
| 392.4078205 | 1 | < 0.1% | |
| Other values (5705) | 5705 | 99.8% |
| Value | Count | Frequency (%) | |
| 351.7829911 | 1 | < 0.1% | |
| 355.8388678 | 1 | < 0.1% | |
| 358.582178 | 1 | < 0.1% | |
| 359.0589973 | 1 | < 0.1% | |
| 359.24813 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 396.4260656 | 1 | < 0.1% | |
| 396.3443469 | 1 | < 0.1% | |
| 396.3118816 | 1 | < 0.1% | |
| 396.3010692 | 1 | < 0.1% | |
| 396.1889591 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.07938742929333 |
|---|---|
| Minimum | 59.19648659 |
| Maximum | 60.94653839 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 59.19648659 |
|---|---|
| 5-th percentile | 59.7691064 |
| Q1 | 59.89534172 |
| median | 60.01771968 |
| Q3 | 60.23534658 |
| 95-th percentile | 60.53287114 |
| Maximum | 60.94653839 |
| Range | 1.7500518 |
| Interquartile range (IQR) | 0.34000486 |
Descriptive statistics
| Standard deviation | 0.2471104199 |
|---|---|
| Coefficient of variation (CV) | 0.004113064904 |
| Kurtosis | -0.2129603994 |
| Mean | 60.07938743 |
| Median Absolute Deviation (MAD) | 0.14666222 |
| Skewness | 0.67867596 |
| Sum | 343473.8579 |
| Variance | 0.06106355961 |
| Value | Count | Frequency (%) | |
| 59.92367713 | 1 | < 0.1% | |
| 59.90773624 | 1 | < 0.1% | |
| 59.91045759 | 1 | < 0.1% | |
| 59.91434032 | 1 | < 0.1% | |
| 59.8650044 | 1 | < 0.1% | |
| 59.81241215 | 1 | < 0.1% | |
| 59.99511559 | 1 | < 0.1% | |
| 60.1362405 | 1 | < 0.1% | |
| 59.77962716 | 1 | < 0.1% | |
| 60.51596199 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 59.19648659 | 1 | < 0.1% | |
| 59.38216581 | 1 | < 0.1% | |
| 59.42365065 | 1 | < 0.1% | |
| 59.4278693 | 1 | < 0.1% | |
| 59.46999994 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 60.94653839 | 1 | < 0.1% | |
| 60.90953744 | 1 | < 0.1% | |
| 60.86355172 | 1 | < 0.1% | |
| 60.86123967 | 1 | < 0.1% | |
| 60.85997984 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.0492199547665 |
|---|---|
| Minimum | 132.39183740000001 |
| Maximum | 258.10900699999996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 132.3918374 |
|---|---|
| 5-th percentile | 165.3193776 |
| Q1 | 187.9360773 |
| median | 197.7665393 |
| Q3 | 213.1216764 |
| 95-th percentile | 234.316128 |
| Maximum | 258.109007 |
| Range | 125.7171696 |
| Interquartile range (IQR) | 25.1855991 |
Descriptive statistics
| Standard deviation | 20.30204187 |
|---|---|
| Coefficient of variation (CV) | 0.1014852339 |
| Kurtosis | 0.07974277824 |
| Mean | 200.04922 |
| Median Absolute Deviation (MAD) | 11.739957 |
| Skewness | 0.06864224661 |
| Sum | 1143681.39 |
| Variance | 412.1729041 |
| Value | Count | Frequency (%) | |
| 197.0037152 | 1 | < 0.1% | |
| 189.9214357 | 1 | < 0.1% | |
| 210.6818317 | 1 | < 0.1% | |
| 228.0813903 | 1 | < 0.1% | |
| 193.72595 | 1 | < 0.1% | |
| 202.074177 | 1 | < 0.1% | |
| 178.8385519 | 1 | < 0.1% | |
| 210.1759818 | 1 | < 0.1% | |
| 197.507219 | 1 | < 0.1% | |
| 224.7126261 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 132.3918374 | 1 | < 0.1% | |
| 135.372781 | 1 | < 0.1% | |
| 136.2791097 | 1 | < 0.1% | |
| 137.5213446 | 1 | < 0.1% | |
| 140.8927169 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 258.109007 | 1 | < 0.1% | |
| 257.3163052 | 1 | < 0.1% | |
| 257.0871298 | 1 | < 0.1% | |
| 256.6946045 | 1 | < 0.1% | |
| 256.5905016 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.50826360989155 |
|---|---|
| Minimum | 31.54321855 |
| Maximum | 47.475663399999995 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 31.54321855 |
|---|---|
| 5-th percentile | 35.7990493 |
| Q1 | 37.57966611 |
| median | 39.47233524 |
| Q3 | 41.22526374 |
| 95-th percentile | 43.75307653 |
| Maximum | 47.4756634 |
| Range | 15.93244485 |
| Interquartile range (IQR) | 3.64559763 |
Descriptive statistics
| Standard deviation | 2.465661966 |
|---|---|
| Coefficient of variation (CV) | 0.06240876569 |
| Kurtosis | -0.4118982318 |
| Mean | 39.50826361 |
| Median Absolute Deviation (MAD) | 1.81952478 |
| Skewness | 0.2366491271 |
| Sum | 225868.7431 |
| Variance | 6.079488932 |
| Value | Count | Frequency (%) | |
| 43.12720848 | 1 | < 0.1% | |
| 37.01203807 | 1 | < 0.1% | |
| 40.35383339 | 1 | < 0.1% | |
| 39.00541449 | 1 | < 0.1% | |
| 39.44851667 | 1 | < 0.1% | |
| 41.15799207 | 1 | < 0.1% | |
| 41.20041588 | 1 | < 0.1% | |
| 41.37676027 | 1 | < 0.1% | |
| 42.8511208 | 1 | < 0.1% | |
| 40.44389362 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 31.54321855 | 1 | < 0.1% | |
| 31.72079189 | 1 | < 0.1% | |
| 32.57102244 | 1 | < 0.1% | |
| 32.84622708 | 1 | < 0.1% | |
| 33.48974883 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 47.4756634 | 1 | < 0.1% | |
| 47.38544307 | 1 | < 0.1% | |
| 47.08445685 | 1 | < 0.1% | |
| 46.92082197 | 1 | < 0.1% | |
| 46.91263536 | 1 | < 0.1% |
Boiler6SteamDrum
Real number (ℝ≥0)
| Distinct count | 5715 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.06756176032885 |
|---|---|
| Minimum | 34.78583199 |
| Maximum | 36.71838145 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 34.78583199 |
|---|---|
| 5-th percentile | 34.92197913 |
| Q1 | 34.98203183 |
| median | 35.02432285 |
| Q3 | 35.07276514 |
| 95-th percentile | 35.49611628 |
| Maximum | 36.71838145 |
| Range | 1.93254946 |
| Interquartile range (IQR) | 0.09073331 |
Descriptive statistics
| Standard deviation | 0.1877636905 |
|---|---|
| Coefficient of variation (CV) | 0.005354341193 |
| Kurtosis | 23.7634418 |
| Mean | 35.06756176 |
| Median Absolute Deviation (MAD) | 0.04511588 |
| Skewness | 4.068121865 |
| Sum | 200481.2506 |
| Variance | 0.03525520346 |
| Value | Count | Frequency (%) | |
| 35.03496714 | 2 | < 0.1% | |
| 35.03677505 | 2 | < 0.1% | |
| 34.90914864 | 1 | < 0.1% | |
| 34.99132194 | 1 | < 0.1% | |
| 34.97655334 | 1 | < 0.1% | |
| 34.99865566 | 1 | < 0.1% | |
| 35.15635875 | 1 | < 0.1% | |
| 34.98897811 | 1 | < 0.1% | |
| 34.97748491 | 1 | < 0.1% | |
| 34.96093298 | 1 | < 0.1% | |
| Other values (5705) | 5705 | 99.8% |
| Value | Count | Frequency (%) | |
| 34.78583199 | 1 | < 0.1% | |
| 34.81039164 | 1 | < 0.1% | |
| 34.81927646 | 1 | < 0.1% | |
| 34.82219211 | 1 | < 0.1% | |
| 34.827618 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 36.71838145 | 1 | < 0.1% | |
| 36.71019001 | 1 | < 0.1% | |
| 36.66492039 | 1 | < 0.1% | |
| 36.64669427 | 1 | < 0.1% | |
| 36.62691725 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64941.34064761239 |
|---|---|
| Minimum | 38166.227230000004 |
| Maximum | 80494.23717000001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 38166.22723 |
|---|---|
| 5-th percentile | 58331.58177 |
| Q1 | 59711.00642 |
| median | 61679.88381 |
| Q3 | 72365.12817 |
| 95-th percentile | 77546.27426 |
| Maximum | 80494.23717 |
| Range | 42328.00994 |
| Interquartile range (IQR) | 12654.12175 |
Descriptive statistics
| Standard deviation | 7125.145655 |
|---|---|
| Coefficient of variation (CV) | 0.1097166394 |
| Kurtosis | -0.7596248939 |
| Mean | 64941.34065 |
| Median Absolute Deviation (MAD) | 2735.37195 |
| Skewness | 0.5162083494 |
| Sum | 371269644.5 |
| Variance | 50767700.6 |
| Value | Count | Frequency (%) | |
| 52513.09609 | 1 | < 0.1% | |
| 60550.59951 | 1 | < 0.1% | |
| 79036.61096 | 1 | < 0.1% | |
| 74990.47907 | 1 | < 0.1% | |
| 51597.37334 | 1 | < 0.1% | |
| 79129.26586 | 1 | < 0.1% | |
| 61359.15287 | 1 | < 0.1% | |
| 78352.02565 | 1 | < 0.1% | |
| 61051.73958 | 1 | < 0.1% | |
| 73606.6394 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 38166.22723 | 1 | < 0.1% | |
| 41500.93211 | 1 | < 0.1% | |
| 43894.97918 | 1 | < 0.1% | |
| 44069.7621 | 1 | < 0.1% | |
| 44313.39943 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 80494.23717 | 1 | < 0.1% | |
| 80436.64599 | 1 | < 0.1% | |
| 80367.9444 | 1 | < 0.1% | |
| 80363.62643 | 1 | < 0.1% | |
| 80343.69865 | 1 | < 0.1% |
EconomizerWaterInlet
Real number (ℝ≥0)
| Distinct count | 5716 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 131.29884461317124 |
|---|---|
| Minimum | 121.7014702 |
| Maximum | 139.7165791 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 121.7014702 |
|---|---|
| 5-th percentile | 127.8291504 |
| Q1 | 129.793273 |
| median | 131.222307 |
| Q3 | 132.6806573 |
| 95-th percentile | 135.2187148 |
| Maximum | 139.7165791 |
| Range | 18.0151089 |
| Interquartile range (IQR) | 2.8873843 |
Descriptive statistics
| Standard deviation | 2.266279923 |
|---|---|
| Coefficient of variation (CV) | 0.01726047118 |
| Kurtosis | 0.490607638 |
| Mean | 131.2988446 |
| Median Absolute Deviation (MAD) | 1.4439133 |
| Skewness | 0.2430777719 |
| Sum | 750635.4947 |
| Variance | 5.136024691 |
| Value | Count | Frequency (%) | |
| 129.8824079 | 2 | < 0.1% | |
| 132.7431544 | 1 | < 0.1% | |
| 132.6113287 | 1 | < 0.1% | |
| 128.5430583 | 1 | < 0.1% | |
| 130.0259038 | 1 | < 0.1% | |
| 129.0204082 | 1 | < 0.1% | |
| 130.1246069 | 1 | < 0.1% | |
| 131.6601715 | 1 | < 0.1% | |
| 130.0881457 | 1 | < 0.1% | |
| 131.7102098 | 1 | < 0.1% | |
| Other values (5706) | 5706 | 99.8% |
| Value | Count | Frequency (%) | |
| 121.7014702 | 1 | < 0.1% | |
| 122.1330006 | 1 | < 0.1% | |
| 122.1870736 | 1 | < 0.1% | |
| 122.7785333 | 1 | < 0.1% | |
| 123.3380887 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 139.7165791 | 1 | < 0.1% | |
| 139.6620466 | 1 | < 0.1% | |
| 139.6494298 | 1 | < 0.1% | |
| 139.5787723 | 1 | < 0.1% | |
| 139.4573319 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 220.59739271675704 |
|---|---|
| Minimum | 202.15601919999997 |
| Maximum | 239.57043230000002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 202.1560192 |
|---|---|
| 5-th percentile | 209.8098574 |
| Q1 | 216.5273957 |
| median | 221.9316999 |
| Q3 | 224.4019574 |
| 95-th percentile | 228.328905 |
| Maximum | 239.5704323 |
| Range | 37.4144131 |
| Interquartile range (IQR) | 7.8745617 |
Descriptive statistics
| Standard deviation | 5.698198689 |
|---|---|
| Coefficient of variation (CV) | 0.02583076173 |
| Kurtosis | -0.320489153 |
| Mean | 220.5973927 |
| Median Absolute Deviation (MAD) | 3.4338196 |
| Skewness | -0.6250058898 |
| Sum | 1261155.294 |
| Variance | 32.4694683 |
| Value | Count | Frequency (%) | |
| 218.4410002 | 1 | < 0.1% | |
| 222.8218109 | 1 | < 0.1% | |
| 223.7804408 | 1 | < 0.1% | |
| 227.6169371 | 1 | < 0.1% | |
| 221.2058615 | 1 | < 0.1% | |
| 222.9457775 | 1 | < 0.1% | |
| 228.0702631 | 1 | < 0.1% | |
| 216.5201858 | 1 | < 0.1% | |
| 209.220767 | 1 | < 0.1% | |
| 224.8678532 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 202.1560192 | 1 | < 0.1% | |
| 203.0101275 | 1 | < 0.1% | |
| 203.2833792 | 1 | < 0.1% | |
| 203.354417 | 1 | < 0.1% | |
| 203.3724972 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 239.5704323 | 1 | < 0.1% | |
| 236.6513827 | 1 | < 0.1% | |
| 236.2123299 | 1 | < 0.1% | |
| 235.4117676 | 1 | < 0.1% | |
| 235.298709 | 1 | < 0.1% |
| Distinct count | 5717 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.867878659450586 |
|---|---|
| Minimum | 2.5610761419999997 |
| Maximum | 11.16523107 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 44.8 KiB |
Quantile statistics
| Minimum | 2.561076142 |
|---|---|
| 5-th percentile | 3.491712026 |
| Q1 | 4.542280228 |
| median | 6.382908877 |
| Q3 | 6.896040934 |
| 95-th percentile | 7.599025392 |
| Maximum | 11.16523107 |
| Range | 8.604154928 |
| Interquartile range (IQR) | 2.353760706 |
Descriptive statistics
| Standard deviation | 1.393444528 |
|---|---|
| Coefficient of variation (CV) | 0.2374698949 |
| Kurtosis | -0.92843687 |
| Mean | 5.867878659 |
| Median Absolute Deviation (MAD) | 0.737159346 |
| Skewness | -0.5791787401 |
| Sum | 33546.6623 |
| Variance | 1.941687654 |
| Value | Count | Frequency (%) | |
| 6.46810457 | 1 | < 0.1% | |
| 6.35650601 | 1 | < 0.1% | |
| 3.485416338 | 1 | < 0.1% | |
| 4.459787966 | 1 | < 0.1% | |
| 6.609488232 | 1 | < 0.1% | |
| 7.522207339 | 1 | < 0.1% | |
| 7.538213737 | 1 | < 0.1% | |
| 3.029629278 | 1 | < 0.1% | |
| 6.476390394 | 1 | < 0.1% | |
| 7.108486847 | 1 | < 0.1% | |
| Other values (5707) | 5707 | 99.8% |
| Value | Count | Frequency (%) | |
| 2.561076142 | 1 | < 0.1% | |
| 2.582842952 | 1 | < 0.1% | |
| 2.617971063 | 1 | < 0.1% | |
| 2.628134246 | 1 | < 0.1% | |
| 2.731034925 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.16523107 | 1 | < 0.1% | |
| 10.34118375 | 1 | < 0.1% | |
| 9.869718635 | 1 | < 0.1% | |
| 9.736581265 | 1 | < 0.1% | |
| 9.704073163 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Deaerator6Level | BfwFlowToSuperheater | SteamDesuperheaterCont | BoilerFeedWater | MainGasInletToFurnace | FuelGasBehindCv | CombustionAirFlow | AirBurnerBox | MainSteamTemperature | FlueGasFurnace | Boiler6FlueGasOutlet | SteamBoiler | WindBoxPressure | CombustionAir | Boiler6SteamDrum | MainSteamHeader | EconomizerWaterInlet | EconomizerWaterOutlet | O2Content | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 73.833286 | 2878.261279 | 385.089943 | 73480.63145 | 4990.783449 | 0.205181 | 90227.57088 | 191.485891 | 465.016393 | 126.163092 | 380.296525 | 60.603667 | 164.637920 | 41.696390 | 35.146416 | 74531.61886 | 127.565901 | 204.433856 | 2.819320 |
| 1 | 74.034338 | 2915.729642 | 384.941264 | 73335.77750 | 4993.540673 | 0.205146 | 90541.08777 | 194.214289 | 465.010750 | 125.341981 | 380.502482 | 60.543705 | 164.494827 | 39.827070 | 35.071969 | 74209.44911 | 125.919225 | 203.944070 | 2.890382 |
| 2 | 74.265272 | 2923.531387 | 384.879958 | 73254.20730 | 4995.837888 | 0.205098 | 90766.57889 | 191.068990 | 465.012763 | 127.680386 | 380.569313 | 60.517073 | 164.050287 | 40.087145 | 35.035882 | 74216.97196 | 125.275447 | 203.372497 | 2.896828 |
| 3 | 73.791472 | 2929.040084 | 385.137359 | 73544.81138 | 4993.856938 | 0.205290 | 90967.69117 | 193.446918 | 464.997549 | 122.609493 | 381.001274 | 60.554271 | 164.333143 | 39.799208 | 35.048462 | 74403.69135 | 127.290542 | 204.706366 | 2.944402 |
| 4 | 73.816527 | 2898.786333 | 385.228053 | 73397.35887 | 4997.007632 | 0.205069 | 91530.15929 | 191.624351 | 464.990651 | 121.592184 | 380.955237 | 60.477275 | 164.523739 | 39.351849 | 34.971700 | 74470.67353 | 127.715948 | 205.071043 | 2.942352 |
| 5 | 73.926087 | 2982.596830 | 384.699137 | 73177.42205 | 5000.331686 | 0.205221 | 91200.93058 | 192.822884 | 465.012179 | 126.671477 | 381.076303 | 60.478528 | 164.593718 | 38.965370 | 35.088833 | 74279.75804 | 124.410030 | 203.283379 | 2.908029 |
| 6 | 73.918612 | 2983.761682 | 384.681068 | 73450.04054 | 4993.640478 | 0.205182 | 91616.30964 | 194.925187 | 464.972696 | 126.087909 | 381.370784 | 60.599934 | 164.446352 | 38.492400 | 34.959317 | 74372.94730 | 126.281806 | 204.338642 | 2.973669 |
| 7 | 74.349234 | 2955.514529 | 384.787425 | 73288.79022 | 4995.133819 | 0.205083 | 91228.50579 | 192.185871 | 465.012424 | 122.087800 | 381.224022 | 60.514132 | 165.119519 | 38.698999 | 34.989309 | 74311.47605 | 126.155174 | 204.422309 | 2.989237 |
| 8 | 73.835004 | 3026.393026 | 384.318587 | 72862.23170 | 4994.415852 | 0.204895 | 91364.57967 | 194.127130 | 464.990172 | 119.040721 | 381.247840 | 60.544885 | 162.760240 | 38.805747 | 34.963049 | 74006.81097 | 124.286310 | 203.354417 | 3.006749 |
| 9 | 74.144206 | 3005.957496 | 384.408760 | 72626.79926 | 4989.037674 | 0.204194 | 91024.20472 | 195.113534 | 464.999322 | 119.215490 | 380.845183 | 60.401572 | 161.814079 | 39.362016 | 34.998879 | 73855.41736 | 123.786034 | 203.010127 | 3.021091 |
Last rows
| Deaerator6Level | BfwFlowToSuperheater | SteamDesuperheaterCont | BoilerFeedWater | MainGasInletToFurnace | FuelGasBehindCv | CombustionAirFlow | AirBurnerBox | MainSteamTemperature | FlueGasFurnace | Boiler6FlueGasOutlet | SteamBoiler | WindBoxPressure | CombustionAir | Boiler6SteamDrum | MainSteamHeader | EconomizerWaterInlet | EconomizerWaterOutlet | O2Content | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5707 | 67.723600 | 2220.319787 | 388.778394 | 79924.96658 | 5547.895818 | 0.248466 | 101179.0824 | 277.100716 | 469.471924 | 160.246040 | 393.415181 | 60.745466 | 226.842077 | 37.718448 | 35.050074 | 76913.28901 | 133.881695 | 217.165970 | 3.750583 |
| 5708 | 67.211911 | 2094.849894 | 389.372720 | 79505.17441 | 5541.907429 | 0.247545 | 100892.2739 | 276.289741 | 469.950701 | 154.645360 | 393.077066 | 60.517928 | 226.704100 | 38.142027 | 35.020892 | 76454.49720 | 132.093127 | 216.440567 | 3.775236 |
| 5709 | 66.783681 | 2068.858372 | 389.549290 | 78944.20622 | 5539.813991 | 0.247306 | 101035.5690 | 275.989421 | 470.526432 | 153.293456 | 393.045662 | 60.593953 | 224.992666 | 38.089406 | 34.936775 | 76055.88092 | 128.919377 | 214.705183 | 3.784567 |
| 5710 | 66.701089 | 2205.745273 | 389.597820 | 79524.23249 | 5545.165920 | 0.249375 | 100849.4747 | 274.821089 | 470.722100 | 154.393693 | 393.339333 | 60.482216 | 224.638436 | 38.409950 | 35.059985 | 76605.96467 | 129.845933 | 214.830515 | 3.682049 |
| 5711 | 66.809570 | 2293.609145 | 388.636748 | 80025.22039 | 5548.739166 | 0.249888 | 101355.2702 | 276.192941 | 469.792186 | 162.389824 | 393.617607 | 60.522801 | 227.388386 | 37.645456 | 34.897376 | 77247.27331 | 131.870107 | 215.877350 | 3.616042 |
| 5712 | 66.413180 | 2225.326480 | 388.975694 | 80006.17569 | 5550.302105 | 0.249967 | 100850.8766 | 278.417923 | 469.937977 | 163.851152 | 393.452252 | 60.558649 | 228.587013 | 38.304263 | 34.967892 | 77310.35759 | 131.002449 | 215.374262 | 3.586153 |
| 5713 | 66.170493 | 2245.524424 | 389.493063 | 79464.20841 | 5552.606054 | 0.250019 | 101404.1337 | 278.278840 | 470.874543 | 165.516399 | 393.754263 | 60.583608 | 229.995982 | 37.350334 | 34.967649 | 76842.94868 | 128.865843 | 214.522043 | 3.665818 |
| 5714 | 66.079655 | 2165.514329 | 389.463338 | 79592.18548 | 5550.542886 | 0.250002 | 101667.3629 | 278.311782 | 470.911719 | 165.295527 | 393.735103 | 60.527105 | 229.600898 | 37.294801 | 35.030657 | 76754.20711 | 129.039060 | 214.600565 | 3.677699 |
| 5715 | 65.894618 | 2236.426326 | 389.292974 | 79223.37286 | 5550.989110 | 0.249670 | 102019.8100 | 278.002486 | 470.971811 | 166.113228 | 393.643911 | 60.567159 | 229.119924 | 36.677607 | 34.979696 | 76640.51378 | 127.929856 | 214.206482 | 3.680275 |
| 5716 | 66.107872 | 2116.620736 | 388.368958 | 79688.67031 | 5548.179710 | 0.249456 | 102131.5973 | 278.508377 | 469.838836 | 167.763833 | 393.035695 | 60.607954 | 231.787110 | 36.458376 | 34.976371 | 76652.14102 | 130.474551 | 215.511381 | 3.674505 |